Skip to content
Tributary

Rights-cleared data for AI

Many sources.One stream.

Tributary sources rights-cleared, real-world data from many independent origins and delivers it to AI labs and data vendors as one clean, model-ready stream.

  • Multilingual speech
  • Egocentric video
  • Conversational audio
  • Expert-written text
  • Robotics & teleoperation
  • Documents & forms
  • Code & reasoning traces
  • Sensor & telemetry
  • Evaluation sets
  • Licensed imagery

The name is the story

01

Many small sources.

Creators, communities, enterprises and field operators — each holding a sliver of the real world that models have never seen.

02

Each one cleared at the source.

Consent, licensing and provenance are established before a single byte moves. Nothing scraped, nothing ambiguous.

03

Delivered as one stream.

Normalized, de-duplicated, documented and shipped in the format your pipeline expects — ready for training or evaluation.

The middle of the supply chain

Two sides.One trusted broker.

Supply

  • Creators & communities
  • Enterprises
  • Field operators
  • Domain experts

Tributary

Clear · curate · contract · deliver

Demand

  • Frontier AI labs
  • Applied AI teams
  • Data vendors
  • Eval & safety teams

For sources

Turn the data you already have into a new revenue line.

  • Clear, plain-language licensing — you keep ownership and set the terms of use.
  • We handle buyer diligence, contracts, packaging and delivery.
  • Transparent payouts tied to the datasets your contributions power.
  • Contributor consent and privacy handled to the standard buyers demand.

For buyers

Real-world data your lawyers can sign off on.

  • Rights-cleared datasets with documented provenance for every record.
  • Custom collection when what you need doesn't exist yet.
  • Delivered to spec — schema, format, splits and metadata your pipeline expects.
  • One counterparty and one contract instead of hundreds of suppliers.

How it works

From sourceto stream.

A single, accountable pipeline between the world's data and your models. You get one counterparty, one contract and one consistent standard — no matter how many sources sit upstream.

  1. 01

    Source

    We find and recruit the people and organizations who hold the data you need — or commission it from scratch when it doesn't exist yet.

    • Supplier network
    • Custom collection
    • Domain experts
  2. 02

    Clear

    Every record is rights-cleared: explicit consent, a clean license chain and a provenance record that travels with the data.

    • Consent
    • Licensing
    • Provenance
  3. 03

    Refine

    We normalize, de-duplicate, filter, redact PII and annotate to your spec, with QA sampling at each stage.

    • De-dup
    • PII redaction
    • Annotation
    • QA
  4. 04

    Deliver

    Datasets ship with datasheets, manifests and the splits you asked for — via secure transfer to your bucket, on your schedule.

    • Datasheets
    • Manifests
    • Secure transfer

What flows through

Every modality.One standard.

Off-the-shelf where it exists, commissioned where it doesn't. Every dataset ships under the same rights, quality and documentation bar.

  • Text

    Expert-written long-form, multilingual corpora, domain documents and instruction data.

    JSONL · Parquet

  • Speech & audio

    Conversational and read speech across languages, accents and acoustic environments.

    WAV · FLAC + transcripts

  • Image

    Licensed photography and documents with captions, bounding boxes and segmentation.

    PNG · JPEG + COCO

  • Video

    Egocentric, instructional and in-the-wild footage with temporal annotations.

    MP4 · WebDataset

  • Embodied & sensor

    Robotics teleoperation, multi-sensor rigs and telemetry for physical-world models.

    MCAP · HDF5 · RLDS

  • Evaluation

    Held-out, contamination-controlled sets and expert rubrics for benchmarking and red-teaming.

    Private · never-trained-on

Trust & provenance

Rights-cleared.Provably.

The value of training data is only as durable as the rights behind it. We build every dataset so you can answer the hard questions — where did this come from, who agreed, and on what terms — record by record.

Consent first
Contributors know what their data is for and agree to it explicitly. Withdrawal requests are honored downstream.
Clean license chain
Written rights from every source, scoped for training and evaluation, with terms you can show your counsel.
Record-level provenance
Each item carries a manifest: where it came from, under what terms, and every transformation applied.
Privacy by default
PII detection and redaction, minimization and access controls built into the pipeline — not bolted on.
manifest.json
{
  "record_id": "trb_9f3c…a21e",
  "modality": "speech",
  "source": {
    "type": "contributor",
    "consent": "explicit, training + eval",
    "consent_ts": "2026-08-14T16:02:11Z"
  },
  "license": {
    "grant": "non-exclusive",
    "scope": ["training", "evaluation"],
    "chain_verified": true
  },
  "processing": [
    "pii_redaction@v3",
    "dedup:minhash",
    "transcript_qa:sampled"
  ],
  "withdrawable": true
}
Illustrative example of the provenance manifest delivered with each record.

Your model is only as good as the sources that feed it.

Get in touch

Join thestream.

Whether you're training a frontier model or sitting on data the world's models need, tell us what you're working on. Every inquiry is read by our team.

hello@tributarydata.ai

By submitting, you agree to our privacy policy.